People

Research experience

Endoscopic lesion detection in degraded target frames: bidirectional trajectory query recovery
Research paper · Researcher and first author

• Problem: blur, low light, specular reflections and occlusion degrade video frames and cause missed endoscopic lesion detections.
• Contribution: BiTraQ-DN restores missing detection candidates through trajectory prediction, visual-memory validation and bidirectional box consistency. Reported FROC-AUC@1FP is 0.1559 on Kvasir-Capsule and 0.3714 on LDPolypVideo, with 43.97 frames per second on an H100 GPU.
• Under review at npj Digital Medicine (2025 impact factor: 18.0; five-year impact factor: 19.7)

CardKS: Residual key-structure modeling for long-horizon decisions
Research paper · Researcher and first author

• Problem: hidden states, combinatorial action spaces and long planning horizons constrain decisions in imperfect-information games.
• Contribution: CardKS combines residual-structure retrieval with candidate-conditioned policy–value learning; KSCB and KSPlay support evaluation and scalable training. Reported win rates against representative learned baselines are 71.5%, 54.0% and 58.37% across three games, with simulation throughput up to 2.10 times the baseline.
• Under review at AAAI 2027 (CCF A)

Multi-agent policy-factor evolution: interpretable adaptation across imperfect-information games
Research paper · Researcher and co-first author

• Problem: existing policies are difficult to explain, reuse and adapt across imperfect-information games.
• Contribution: policy knowledge is compiled into executable factors, enabling adaptation without retraining. Across Guandan and Gin Rummy, all nine tested rule-based, RL and language-model policies improved by 3.33–50.00 percentage points.
• Under review at AAAI 2027 (CCF A)

Safety-filtered distributed Koopman model predictive control
Research paper · Researcher and second author (advisor is first author)

• Problem: packet loss can remove both neighboring predictions and collision constraints from distributed model predictive control.
• Contribution: a local-sensing, acceleration-level quadratic-program safety filter separates Koopman-MPC planning from safety assurance. With static A* waypoints, all 20 trials were collision-free and all 80 goals were reached; the average peak pairwise constraint slack fell by 62.4%.
• Under review at AAAI 2027 (CCF A)

Industry internships

• Kingsoft · AI Product Center| March 2026–present
  Contributes to dense LLM pretraining, distributed training on Ascend NPU clusters, long-context extension and CardKS policy-model development.
• Z.ai · Business Intelligence Division|2025.09—2026.02
  Worked on an automotive manual question-answering system, including dataset construction, GLM supervised fine-tuning and inference deployment with vLLM and SGLang.
• China Telecom Hubei · AI R&D Department|2025.06—2025.09
  Worked on urban public-safety visual analysis, combining YOLO, U-Net, Qwen-VL fine-tuning and retrieval-augmented generation in multimodal applications.

Open source & applications

• DanKS ↗: a reinforcement-learning research system for imperfect-information games, covering training, evaluation and cross-platform deployment.
• awesome-latex-skills ↗: academic writing workflows for agents, covering compilation repair, language editing, publication-format migration and paper reading.
• AI-assisted table tennis training system: uses PaddlePaddle and ERNIE to analyze movement and performance and generate training feedback; demonstrated at Baidu World 2025.

Competitions & campus experience

• 2024: First Prize in the national finals of the National 3D Digital Innovation Design Competition.
• 2024: National Bronze Award, 14th Challenge Cup Chinese College Students Entrepreneurship Plan Competition.
• 2026: Meritorious Winner (M Award), Mathematical Contest in Modeling.

Selected paper

SETTA: Parameter-Free Test-Time Adaptation for Graph Neural Networks via Spectral-Energy-Guided Semantic Refinement.
Dongyang Yu, Xia Cui, Rong Xiao.
Big Data and Cognitive Computing, 2026, 10(8), 260.

Projects & patent applications

• Project lead of Wudang Lingshu, a multi-agent smart culture and tourism platform supported by a provincial undergraduate innovation program.
• Baduanjin AI Coach: movement assessment combining pose estimation and large language models.
• Multi-agent collaborative big-data management system and method: first inventor; application published.
• DeepResearch-based information retrieval and generation method and system: third inventor.

Practice & exchange

• LLM application development intern at the Hunan University–China Mobile Joint Institute for Industrial Intelligence, working on robot dialogue flows and emotional decision-making.
• Joined a summer program at Kellogg College, University of Oxford, through Hubei's 2025 Outstanding Undergraduate Overseas Study Program.
• 2026: Meritorious Winner (M Award), Mathematical Contest in Modeling.

• Interned with the marketing operations department at New Oriental’s Jinan campus and the marketing and sales department at TGOOD, contributing to marketing operations and industry project liaison.
• Led Hubei University’s Dian Jing Zhi Bi student team in 2024, organizing energy-sector fieldwork and exchanges with Zhunneng Group.

Technical development & projects

• Xiaoyao Wudang location-based VR: contributed to technical development. The project has been deployed at Wuhan MixC, Wuhan Binjiang Paradise Walk and Optics Valley K11.
• XR education: worked on projects including a digital museum of the Marquis Yi of Zeng’s chime bells and an acupuncture training system, applying 3D modeling and mixed reality.

Industry internships

Gained technical development experience at Wuhan Shuwen Technology and Hubei Digital Culture and Tourism Technology Group. Worked on data processing, model fine-tuning and application deployment during internships at China Telecom and Z.ai.

Competition experience

• National First Prize, 17th National 3D Digital Innovation Design Competition.
• National Bronze Award, 14th Challenge Cup China College Students Entrepreneurship Competition, for the Kejiao Yuanlv project.
• Hubei Division Second Prize, 13th Future Designer competition.

Research exploration

Low-light image enhancement: helped adjust model architecture, loss functions and training configurations; organized iSAID data and training, validation and low-light pipelines; configured the GPU environment and validated forward passes; explored frequency-domain processing and mixture-of-experts models.

Hands-on projects

• MiniDuck bipedal robot reproduction: assembled the robot, configured Raspberry Pi, deployed an ONNX gait policy, calibrated joint zero positions and tuned control parameters to achieve stable standing and walking.
• Smart-building edge AI system: collaborated with UK students in the 2025 MMU summer camp, handling MQTT communication and integration; deployed face recognition to Raspberry Pi 5 and connected cameras and control feedback.
• Integrated intelligent substation maintenance platform: helped develop and debug the inspection-drone subsystem, prepare project materials and present the work; the project received a university-level Gold Award in the China International College Students' Innovation Competition.

Industry internships

Baidu AI Technology Department: helped update and repair PaddlePaddle teaching projects, resolving dependencies, data paths and model-interface compatibility, and contributed to an agricultural medical consultation assistant and an appliance fault-detection agent.

Competition experience

2026 MCM Meritorious Winner (M Award), responsible for data cleaning, machine-learning training, results preparation and English paper writing.

Competitions & projects

• 2026: National Finals First Prize, Industrial Collaborative Robotics and Digital Twin Technology Innovation Competition, part of the Chinese College Students Mechanical Engineering Innovation and Creativity Competition.
• Third prize for the Smart Building project at the Institute’s 2026 Academic Summer Camp.
• Second prize for the Smart Ship project at the Second UP Camp, with recognition as an Outstanding Camper.
• Third prize in the Institute’s speech competition for UK liaison representatives.

Study & student leadership

• Former head of the New Media section of the Institute Youth League Committee’s Publicity Department; contributed to publishing news on the university news website.
• Received the first-class Outstanding Scholarship and Academic Excellence Scholarship for 2024–2025, along with Three-Good Student and Outstanding Student Leader honors.
• Represented the Institute at the sixth United Nations agency presentation event and served as a bilingual volunteer at the 2026 World Youth Development Forum.
• A member of the Institute’s Manwu Dance Troupe; received university-level recognition with the team at Hubei University’s 37th Dance Competition.

Competitions & projects

• 2026: Honorable Mention (H Award), Mathematical Contest in Modeling.
• 2026: National Finals First Prize, Industrial Collaborative Robotics and Digital Twin Technology Innovation Competition, part of the Chinese College Students Mechanical Engineering Innovation and Creativity Competition.
• 2026: Grand Prize, Institute Academic Summer Camp.
• 2025: Third Prize, Hubei University AI Cup Electronic Design Competition, for an image-recognition-based humidifier water-level monitoring and automatic refill system.
• 2025: Outstanding Participant, Second UP Camp.
• An invention patent application for an intelligent water aeration pump was accepted in August 2026.

Study & student leadership

• Deputy Secretary of the Institute's Youth League Committee, contributing to student organization work.
• 2024–2025: Second-Class Outstanding Student Scholarship and Merit Student recognition.
• 2025: Outstanding Youth League Member; led the class to receive Five-Four Red Flag Youth League Branch recognition.
• 2024: Excellence Award in Hubei University's Most Beautiful Study Notes undergraduate competition.

Project experience

• Contributed programming work to the WisdomScape smart campus project.
• Participated in a student innovation and entrepreneurship project approved at the provincial level.

Competition achievements

• First Prize, Southern Region, Information Technology Frontiers special competition of the National Undergraduate Electronic Design Contest.
• Provincial First Prize, Industrial Collaborative Robotics and Digital Twin Technology Innovation and Application Competition.
• Provincial Second Prize in Embedded Chip and System Design.
• National Second Prize, China Artificial Intelligence and Robotics Competition.

• Participates in one national-level undergraduate innovation project and leads one provincial-level project.
• “Wenjing Chengying,” a multimodal AI platform for generating comic videos from Chinese novels, received Second Prize in the Central South Regional Contest of the 19th Chinese Collegiate Computing Competition (2026).
• Received a silver award in a synthetic biology innovation competition and a university scholarship.

• Smart buildings: participates in project discussions and exploration of intelligent applications.
• Ship agents: contributes to agent projects for maritime applications.
• Digital twins: contributes to innovation projects and project outputs, exploring applications of digital technologies.

• Cloud-Patrol: participated in the 2025 UP Camp project, receiving an Institute Third Prize.
• Smart Fish Tank: participated in the 2026 summer camp project, receiving an Institute Grand Prize.

• Cloud-Patrol: designed the architecture for the 2025 UP Camp project, which received Third Prize.
• Smart Fish Tank: developed sensor controls and software for the 2026 Institute summer camp project, which received Grand Prize.